{"id":"W1965492687","doi":"10.1021/ie3029976","title":"Sacrificial Hydrogen Generation from Formaldehyde with Pt/TiO<sub>2</sub> Photocatalyst in Solar Radiation","year":2013,"lang":"en","type":"article","venue":"Industrial & Engineering Chemistry Research","topic":"Advanced Photocatalysis Techniques","field":"Energy","cited_by":77,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Photocatalysis; Formaldehyde; Platinum; Hydrogen production; Hydrogen; Quantum yield; Catalysis; Photochemistry; Adsorption; Materials science; Reaction rate constant; Light intensity; Chemistry; Inorganic chemistry; Physical chemistry; Optics; Kinetics; Organic chemistry; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006172568,0.0003212744,0.0003525883,0.0002255476,0.0001254348,0.0001544947,0.0004416316,0.0005412941,0.0001323976],"category_scores_gemma":[0.0003691335,0.0003332089,0.00007502169,0.0009885759,0.00007705953,0.0005740976,0.000113661,0.001301304,0.00008795111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006211426,"about_ca_system_score_gemma":0.0001796183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003774085,"about_ca_topic_score_gemma":0.0001569741,"domain_scores_codex":[0.9972445,0.0000742398,0.0005294436,0.0005942754,0.0007853266,0.0007721701],"domain_scores_gemma":[0.9986843,0.0001754037,0.00009821042,0.0006373085,0.0001904222,0.0002143171],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005849296,0.00005618959,0.0001575262,0.00001377961,0.00004920839,0.0000159012,0.00008426487,0.03491081,0.957845,0.00002976003,0.0003832776,0.006395833],"study_design_scores_gemma":[0.0009043185,0.00004401221,0.0000664097,0.0000651288,0.00001287858,0.000004981768,0.0000412054,0.02808304,0.9683321,0.0001159675,0.001987325,0.0003426297],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978901,0.00005983271,0.0003029278,0.00005912535,0.00005817211,0.0008886595,0.0000225965,0.0002551918,0.0004633875],"genre_scores_gemma":[0.9965068,0.00002832384,0.0001859347,0.000007420374,0.001208872,0.001080427,0.0008197855,0.00008995758,0.00007250225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01048714,"threshold_uncertainty_score":0.999912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04306331153808149,"score_gpt":0.2818938835026525,"score_spread":0.238830571964571,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}